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.nojekyll

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01_develop_data_processing.html

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02_develop_visualization.html

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03_things_that_didnt_work.html

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<script src="site_libs/quarto-search/fuse.min.js"></script>
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<script src="site_libs/quarto-search/quarto-search.js"></script>
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<meta name="quarto:offset" content="./">
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<link href="./logo.svg" rel="icon" type="image/svg+xml">
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<script src="site_libs/quarto-html/quarto.js" type="module"></script>
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<script src="site_libs/quarto-html/tabsets/tabsets.js" type="module"></script>
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<script src="site_libs/quarto-html/axe/axe-check.js" type="module"></script>
@@ -239,12 +240,12 @@ <h2 id="toc-title">On this page</h2>
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<h1 class="hidden unlisted unnumbered">Setup</h1>
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<section id="parameters" class="level2">
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<h2 class="anchored" data-anchor-id="parameters">Parameters</h2>
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<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb1"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb1-1"><a href="#cb1-1" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> pyprojroot <span class="im">import</span> here</span>
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<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> mpl_fontkit <span class="im">as</span> fk</span>
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<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> brand_yml <span class="im">import</span> Brand</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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</div>
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<div id="5b54b959" class="cell" data-tags="[&quot;parameters&quot;]" data-execution_count="2">
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<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb2"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb2-1"><a href="#cb2-1" aria-hidden="true" tabindex="-1"></a>LABOUR_DATA_FILE <span class="op">=</span> here() <span class="op">/</span> <span class="st">"data"</span> <span class="op">/</span> <span class="st">"14100355.csv"</span></span>
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<span id="cb2-2"><a href="#cb2-2" aria-hidden="true" tabindex="-1"></a>FIGURE_THEME_SIZE <span class="op">=</span> (<span class="dv">9</span>, <span class="dv">5</span>)</span>
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<span id="cb2-3"><a href="#cb2-3" aria-hidden="true" tabindex="-1"></a>FILTER_YEAR <span class="op">=</span> (<span class="dv">2018</span>, <span class="dv">2025</span>)</span>
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</section>
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<section id="libraries" class="level2">
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<h2 class="anchored" data-anchor-id="libraries">Libraries</h2>
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<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb4"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb4-1"><a href="#cb4-1" aria-hidden="true" tabindex="-1"></a><span class="im">from</span> labourcan.data_processing <span class="im">import</span> (</span>
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<span id="cb4-2"><a href="#cb4-2" aria-hidden="true" tabindex="-1"></a> read_labourcan,</span>
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<span id="cb4-3"><a href="#cb4-3" aria-hidden="true" tabindex="-1"></a> calculate_centered_rank,</span>
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<span id="cb4-16"><a href="#cb4-16" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> matplotlib.pyplot <span class="im">as</span> plt</span>
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<span id="cb4-17"><a href="#cb4-17" aria-hidden="true" tabindex="-1"></a><span class="im">import</span> re</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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</div>
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<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb5"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb5-1"><a href="#cb5-1" aria-hidden="true" tabindex="-1"></a>labour <span class="op">=</span> read_labourcan(LABOUR_DATA_FILE)</span>
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<span id="cb5-2"><a href="#cb5-2" aria-hidden="true" tabindex="-1"></a></span>
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<span id="cb5-3"><a href="#cb5-3" aria-hidden="true" tabindex="-1"></a><span class="co"># Remove Aggregated Rows</span></span>
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<span id="cb5-52"><a href="#cb5-52" aria-hidden="true" tabindex="-1"></a>]</span></code></pre></div><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></div>
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</div>
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<p>Stats</p>
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<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb6"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb6-1"><a href="#cb6-1" aria-hidden="true" tabindex="-1"></a><span class="kw">def</span> make_subtitle_for_industry(df, INDUSTRY):</span>
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<span id="cb6-2"><a href="#cb6-2" aria-hidden="true" tabindex="-1"></a> <span class="co"># Define offsets</span></span>
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<span id="cb6-3"><a href="#cb6-3" aria-hidden="true" tabindex="-1"></a> offsets <span class="op">=</span> {</span>
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<h1>Horizontal legend with horizontal legend text</h1>
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<p>Initially I wanted a horizontal legend for the colors. But in order to remove the whitespace between keys, I discovered that the text needs to be smaller than the legend keys, otherwise they “push” the legend keys apart in uneven manner. I attempted to (<em>unsuccesfully</em>) address this by making the legend text small, eliminating as much text as possible (e.g.&nbsp;removing the “%” characters for <code>-0.50</code> and <code>0.50</code>), and lastly increasing the legend key size.</p>
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<p>But it still didn’t really work out the way I hoped, so I stuck with a vertical legend instead.</p>
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<div>
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<figure class="figure">
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<p>I wanted to add a line plot of employment numbers to the heatmap. Given the similar syntax in plotnine’s <a href="https://plotnine.org/guide/plot-composition.html">compose</a> to R’s <a href="https://patchwork.data-imaginist.com/">patchwork</a>, I thought the behaviour would be similar.</p>
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<p>One discrepancy is that there is no way to specify the relative size of component plots. But this might be addressed very soon <a href="https://github.com/has2k1/plotnine/pull/980">#980</a></p>
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<p>It is possible to (rather labourously) pad plots by using <code>plot_spacer</code>s, which I attemp unsuccessfully below:</p>
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<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="annotated-cell-6"><pre class="sourceCode python code-annotation-code code-with-copy"><code class="sourceCode python"><span id="annotated-cell-6-1"><a href="#annotated-cell-6-1" aria-hidden="true" tabindex="-1"></a>INDUSTRY <span class="op">=</span> <span class="st">"Total employed, all industries"</span></span>
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<span id="annotated-cell-6-2"><a href="#annotated-cell-6-2" aria-hidden="true" tabindex="-1"></a>plot_data_subsetted <span class="op">=</span> labour_processed_cutted.<span class="bu">filter</span>(pl.col(<span class="st">"Industry"</span>) <span class="op">==</span> INDUSTRY)</span>
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</div>
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<p>The x axes don’t automatically line up</p>
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<p>This can be fixed by ensuring <code>expand</code> and the <code>limits</code> is the same:</p>
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<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb8"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a>Stack([plot_highlight_industry, line_plot]) <span class="op">&amp;</span> scale_x_datetime(</span>
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<span id="cb8-2"><a href="#cb8-2" aria-hidden="true" tabindex="-1"></a> expand<span class="op">=</span>(<span class="dv">0</span>, <span class="dv">0</span>)</span>
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<span id="cb8-3"><a href="#cb8-3" aria-hidden="true" tabindex="-1"></a>) <span class="op">&amp;</span> theme_bw() <span class="op">&amp;</span> theme(</span>
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</div>
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<p>But if we add <code>plot_spacer()</code>s then it won’t line up because it seems that the space that the legend occupies is now ignored:</p>
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<div class="code-copy-outer-scaffold"><div class="sourceCode cell-code" id="cb9"><pre class="sourceCode python code-with-copy"><code class="sourceCode python"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a>Stack([plot_highlight_industry, p1]) <span class="op">&amp;</span> scale_x_datetime(</span>
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<span id="cb9-2"><a href="#cb9-2" aria-hidden="true" tabindex="-1"></a> expand<span class="op">=</span>(<span class="dv">0</span>, <span class="dv">0</span>)</span>
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<span id="cb9-3"><a href="#cb9-3" aria-hidden="true" tabindex="-1"></a>) <span class="op">&amp;</span> theme_bw() <span class="op">&amp;</span> theme(</span>

index.html

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<script src="site_libs/quarto-search/fuse.min.js"></script>
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<script src="site_libs/quarto-search/quarto-search.js"></script>
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<script src="site_libs/quarto-html/quarto.js" type="module"></script>
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<script src="site_libs/quarto-html/axe/axe-check.js" type="module"></script>
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<h1 class="hidden unlisted">Setup</h1>
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<section id="parameters" class="level2">
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<h2 class="anchored" data-anchor-id="parameters">Parameters</h2>
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<pre><code>Font name: `Playfair Display`
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Font name: `Lato`</code></pre>

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